Find research datasets worth reusing
Search datasets from major research repositories and use ShareScore to quickly assess how well each record supports discovery, access, and reuse.
7,228
datasets available to search
ShareScore release 0.9.0
Dataset results
7,228 results for “Modules”
Data from: Attention-related modulation of caudate neurons depends on superior colliculus activity
Open the record for dataset details and reuse information.
Data from: Intrinsic and extrinsic factors modulating vigilance and foraging in two gregarious foragers
Open the record for dataset details and reuse information.
Data from: Ongoing habenular activity is driven by forebrain networks and modulated by olfactory stimuli
Open the record for dataset details and reuse information.
Diazotrophy modulates cyanobacteria stoichiometry through functional traits that determine bloom magnitude and toxin production
Open the record for dataset details and reuse information.
Associational resistance to both insect and pathogen damage in mixed forests is modulated by tree neighbour identity and drought
Open the record for dataset details and reuse information.
Forcing files and Model output for "Contrasting impacts of the South Pacific Split Jet and the Southern Annular Mode modulation on Southern Ocean circulation and biogeochemistry"
Open the record for dataset details and reuse information.
Seasonal pulse dynamics of CO2 and N2O, but not NOx, are modulated by exotic grass invasion in California coastal sage scrub
Open the record for dataset details and reuse information.
DNA scaffolds enable efficient and tunable functionalization of biomaterials for immune cell modulation
Open the record for dataset details and reuse information.
Sign phonology modulates preview effects: Data and R scripts
<p>This data was reported on in an article entitled "Sign phonological parameters modulate parafoveal preview effects in deaf readers".</p>
Supplemental Figure for Circulating MiRNA 887 is Differentially Expressed in ARDS and Modulates Endothelial Function
<p>Supplemental Figure 1. A) Among subjects who developed ARDS, there was no difference in plasma miR-887-3p levels between subjects who were (n = 9) or were not (n = 10) receiving mechanical ventilation when the sample was collected. B) Similarly, among subjects who did not develop ARDS, there was no difference in plasma-887-3p levels between subjects who were (n = 13) or were not (n = 9) receiving mechanical ventilation when the sample was collected. Standard deviation shown.</p>
Distance measurements between trityl radicals by pulse dressed electron paramagnetic resonance with phase modulation: Raw Data, Processing Scripts, Simulations
<p>These files include raw data and corresponding processing scirpts for a paper submitted to Magnetic Resonance (https://www.magnetic-resonance-ampere.net/)</p>
Modulation of Aleurone Peroxidases in Insect-Resistant Maize Kernels (Zea mays L.; P84C3R) After Mechanical and Insect Damage
<p>MS/MS spectra of proteins from insect-resistant endosperms, which were purified using ion-exchange chromatogragy . The data set contains the raw data, the *.mzML and the *.mgf files. </p> <p>The acquisition of the data is described in: L. Margarita López-Castillo<strong>, </strong>Alán González-Leyzaola, M. Fernanda DíazFlores-Rivera, Robert Winkler, Natalie Wielsch and Silverio García-Lara. 2020. "Modulation of Aleurone Peroxidases in Kernels of Insect-Resistant Maize (<em>Zea mays</em> L.; Pob84-C3R) After Mechanical and Insect Damage". 2020. <em>Frontiers in Plant Science</em>. Publication pending.</p>
Data set for Neural-Network-Based Digital Predistortion for Active Antenna Arrays Under Load Modulation
<p>The dataset contains over-the-air measurements on a 64 active antenna array (Anokiwave AWMF-0129) operating at 28 GHz carrier frequency and transmitting a 200 MHz OFDM waveform with FFT size of 4096, 3168 active subcarriers, subcarrier spacing of 60 kHz and 5 times oversampling w.r.t the critical sampling rate. The dataset contains the I/Q samples of the TX waveform as well as the corresponding over-the-air received signals when the electrical beam is steered toward different beamforming directions. This dataset allows to observe and study the so-called beam-dependent load modulation, which is the phenomenon that causes the nonlinear characteristics of the antenna array to change with the beamforming direction. A Matlab script for data visualization is also provided.</p> <p>For further details please refer to the following papers:</p> <p>A. Brihuega <em>et al</em>., "Piecewise Digital Predistortion for mmWave Active Antenna Arrays: Algorithms and Measurements," in <em>IEEE Transactions on Microwave Theory and Techniques</em>, doi: 10.1109/TMTT.2020.2994311.</p> <p>A. Brihuega <em>et al</em>., “Neural-Network-Based Digital Predistortion for Active Antenna Arrays Under Load Modulation,” in <em>IEEE Microwave and Wireless Components Letters, </em>doi: 10.1109/LMWC.2020.3004003</p>
Data from: Persistent firing in LEC III neurons is differentially modulated by learning and aging
Whether and how persistent firing in lateral entorhinal cortex layer III (LEC III) supports temporal associative learning is still unknown. In this study, persistent firing was evoked <em>in vitro</em> from LEC III neurons from young and aged rats that were behaviorally naïve or trained on trace eyeblink conditioning. Persistent firing ability from neurons from behaviorally naïve aged rats was lower compared to neurons from young rats. Neurons from learning impaired aged animals also exhibited reduced persistent firing capacity, which may contribute to aging-related learning impairments. Successful acquisition of the trace eyeblink task, however, increased persistent firing ability in both young and aged rats. These changes in persistent firing ability are due to changes to the afterdepolarization, which may in turn be modulated by the postburst afterhyperpolarization. Together, these data indicate that successful learning increases persistent firing ability and d ecreases in persistent firing ability contribute to learning impairments in aging.
Rest-task modulation of fMRI-derived global signal topography is mediated by transient co-activation patterns
<p>Recent resting-state fMRI studies have revealed that the global signal (GS) exhibits a non-uniform spatial distribution across the gray matter. Whether this topography is informative remains largely unknown. We therefore tested rest-task modulation of global signal topography by analyzing static global signal correlation and dynamic co-activation patterns in a large sample of fMRI dataset (n=837) from the Human Connectome Project. The GS topography in the resting-state and in seven different tasks was first measured by correlating the global signal with the local timeseries (GSCORR). In the resting state, high GSCORR was observed mainly in the primary sensory and motor regions, while low GSCORR was seen in the association brain areas. This pattern changed during the seven tasks, with mainly decreased GSCORR in sensorimotor cortex. Importantly, this rest-task modulation of GSCORR could be traced to transient co-activation patterns at the peak period of global signal (GS-peak). By comparing the topography of GSCORR and respiration effects, we observed that the topography of respiration mimicked the topography of global signal in the resting-state whereas both differed during the task states; due to such partial dissociation, we assume that GSCORR could not be equated with a respiration effect. Finally, rest-task modulation of GS topography could not be exclusively explained by other sources of physiological noise. Together, we here demonstrate the informative nature of global signal topography by showing its rest-task modulation, the underlying dynamic co-activation patterns, and its partial dissociation from respiration effects during task states.</p>
Supplementary Data: CosmoBit: A GAMBIT module for computing cosmological observables and likelihoods (arXiv:2009.03286)
<p><strong>Supplementary Data</strong><br> <em>CosmoBit: A GAMBIT module for computing cosmological observables and likelihoods</em></p> <p>This record contains the samples and plotting routines used to create the figures and to derive most of the results in J.J. Renk et al., “CosmoBit: A GAMBIT module for computing cosmological observables and likelihoods” (available on the <a href="http://arxiv.org/abs/2009.03286">arXiv</a>)</p>
TMS over the posterior cerebellum modulates motor cortical excitability in response to facial emotional expressions
<p>Evidence suggests that the posterior cerebellum is involved in emotional processing. Specific mechanisms by which the cerebellum contributes to the perception of and reaction to the emotional state of others are not well-known. It is likely that perceived emotions trigger anticipatory/preparatory motor changes. However, the extent to which the cerebellum modulates the activity of the motor cortex to contribute to emotional processing has not been directly investigated. In this study, we assessed whether the activity of the posterior cerebellum influences the modulation of motor cortical excitability in response to emotional stimuli. To this end, we transiently disrupted the neural activity of the left posterior cerebellum using 1 Hz repetitive transcranial magnetic stimulation (rTMS) and examined its effect on motor cortical excitability witnessed during emotional face processing (in comparison to the effects of sham rTMS). Motor excitability was measured as TMS-based motor evoked potentials (MEPs) recorded from bilateral first dorsal interosseous (FDI) muscles during the viewing of negative emotional (i.e. fearful) and neutral facial expressions. In line with previous evidence, we found that MEP amplitude was increased during the viewing of fearful compared to neutral faces. Critically, when left posterior cerebellar activity was transiently inhibited with 1 Hz rTMS, we observed a reduction in amplitude of MEPs recorded from the contralateral (right) motor cortex during the viewing of emotional (but not neutral) faces. In turn, inhibition of the left posterior cerebellum did not affect the amplitude of MEPs recorded from the ipsilateral motor cortex. Our findings suggest that the posterolateral (left) cerebellum modulates motor cortical response to negative emotional stimuli and may serve as an interface between limbic, cognitive, and motor systems.</p>
Queen pheromone modulates the expression of epigenetic modifier genes in the brain of honeybee workers
<p>Pheromones are used by many insects to mediate social interactions. In the highly eusocial honeybee (<i>Apis mellifera</i>) queen mandibular pheromone (QMP) is involved in the regulation of the reproductive and other behaviour of workers. The molecular mechanisms by which QMP acts are largely unknown. Here we investigate how genes responsible for epigenetic modifications to DNA, RNA and histones respond to the presence of QMP in the environment. We show that several of these genes are upregulated in the honeybee brain when workers are exposed to artificial QMP. We propose that pheromonal communication systems, such as those used by social insects, evolved to respond to environmental signals by making use of existing epigenomic machineries.</p>
Cerebellar Purkinje cells can differentially modulate coherence between sensory and motor cortex depending on region and behavior
<p>Dataset belonging to "Cerebellar Purkinje cells can differentially modulate coherence between sensory and motor cortex depending on region and behavior" (https://doi.org/10.1073/pnas.2015292118)</p>
Neutron reflectometry datasets for "Geometrical confinement modulates the thermoresponse of a poly(N-isopropylacrylamide) brush"
<p>Reflectometry datasets collected from confined and unconfined polymer brushes on the Platypus reflectometer at ANSTO.</p> <p>The reflectometry data files provided are four-column text files. Column 1 is Q, column 2 is R, column 3 is R error, and column 4 is Q error (resolution).</p>
ScienceDex guides
Understand access before you commit
These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.
Allen Brain Atlas
Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.
Annotated Behaviour and Observability Dataset (ABODe)
ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.
DANDI Archive for NWB datasets
DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.
International Brain Laboratory public data
The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.
OpenNeuro
OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.